{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Implementing the Partial Convolution Layer\n",
    "One of the pillars of the paper is the partial convolution layer, which we'll have to implement in Keras. We'll base the new layer off the current Convolution2D layer already in Keras, and then introduce the mask, so that in our PConv2D layer a tuple of (img, mask) is passed, and a tuple of (conv_img, conv_mask) is returned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from copy import deepcopy\n",
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from keras.layers import Input, Dense\n",
    "from keras.models import Model\n",
    "\n",
    "# Import modules from libs/ directory\n",
    "from libs.pconv_layer import PConv2D\n",
    "from libs.util import random_mask\n",
    "\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "??PConv2D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing\n",
    "\n",
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(639, 960, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7f66b3c9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load image\n",
    "img = cv2.imread('./data/sample_image.jpg')\n",
    "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "shape = img.shape\n",
    "print(shape)\n",
    "\n",
    "# Load mask\n",
    "mask = random_mask(shape[0], shape[1])\n",
    "\n",
    "# Image + mask\n",
    "masked_img = deepcopy(img)\n",
    "masked_img[mask==0] = 255\n",
    "\n",
    "# Show side by side\n",
    "_, axes = plt.subplots(1, 3, figsize=(20, 5))\n",
    "axes[0].imshow(img)\n",
    "axes[1].imshow(mask*255)\n",
    "axes[2].imshow(masked_img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implement Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, 639, 960, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "input_2 (InputLayer)            (None, 639, 960, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_1 (PConv2D)            [(None, 317, 477, 8) 1184        input_1[0][0]                    \n",
      "                                                                 input_2[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_2 (PConv2D)            [(None, 157, 237, 16 3216        p_conv2d_1[0][0]                 \n",
      "                                                                 p_conv2d_1[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_3 (PConv2D)            [(None, 77, 117, 32) 12832       p_conv2d_2[0][0]                 \n",
      "                                                                 p_conv2d_2[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_4 (PConv2D)            [(None, 38, 58, 64), 18496       p_conv2d_3[0][0]                 \n",
      "                                                                 p_conv2d_3[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_5 (PConv2D)            [(None, 18, 28, 64), 36928       p_conv2d_4[0][0]                 \n",
      "                                                                 p_conv2d_4[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_6 (PConv2D)            [(None, 8, 13, 64),  36928       p_conv2d_5[0][0]                 \n",
      "                                                                 p_conv2d_5[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_7 (PConv2D)            [(None, 3, 6, 64), ( 36928       p_conv2d_6[0][0]                 \n",
      "                                                                 p_conv2d_6[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_8 (PConv2D)            [(None, 1, 2, 64), ( 36928       p_conv2d_7[0][0]                 \n",
      "                                                                 p_conv2d_7[0][1]                 \n",
      "==================================================================================================\n",
      "Total params: 183,440\n",
      "Trainable params: 183,440\n",
      "Non-trainable params: 0\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Input images and masks\n",
    "input_img = Input(shape=(shape[0], shape[1], shape[2],))\n",
    "input_mask = Input(shape=(shape[0], shape[1], shape[2],))\n",
    "output_img, output_mask1 = PConv2D(8, kernel_size=(7,7), strides=(2,2))([input_img, input_mask])\n",
    "output_img, output_mask2 = PConv2D(16, kernel_size=(5,5), strides=(2,2))([output_img, output_mask1])\n",
    "output_img, output_mask3 = PConv2D(32, kernel_size=(5,5), strides=(2,2))([output_img, output_mask2])\n",
    "output_img, output_mask4 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask3])\n",
    "output_img, output_mask5 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask4])\n",
    "output_img, output_mask6 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask5])\n",
    "output_img, output_mask7 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask6])\n",
    "output_img, output_mask8 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask7])\n",
    "\n",
    "\n",
    "# Create model\n",
    "model = Model(\n",
    "    inputs=[input_img, input_mask], \n",
    "    outputs=[\n",
    "        output_img, output_mask1, output_mask2, \n",
    "        output_mask3, output_mask4, output_mask5,\n",
    "        output_mask6, output_mask7, output_mask8\n",
    "    ])\n",
    "model.compile(optimizer='rmsprop', loss='categorical_crossentropy', metrics=['accuracy'])\n",
    "\n",
    "# Show summary of the model\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check mask layer updates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "formatted_img = np.expand_dims(masked_img, 0) / 255\n",
    "formatted_mask = np.expand_dims(mask, 0)\n",
    "#print(f\"Original Mask Shape: {formatted_mask.shape} - Max value in mask: {np.max(formatted_mask)}\")\n",
    "\n",
    "output_img, o1, o2, o3, o4, o5, o6, o7, o8 = model.predict([formatted_img, formatted_mask])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "_, axes = plt.subplots(2, 4, figsize=(20, 10))\n",
    "axes[0][0].imshow(o1[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][1].imshow(o2[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][2].imshow(o3[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][3].imshow(o4[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][0].imshow(o5[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][1].imshow(o6[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][2].imshow(o7[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][3].imshow(o8[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "# axes[0][0].set_title(f\"Shape: {o1.shape}\")\n",
    "# axes[0][1].set_title(f\"Shape: {o2.shape}\")\n",
    "# axes[0][2].set_title(f\"Shape: {o3.shape}\")\n",
    "# axes[0][3].set_title(f\"Shape: {o4.shape}\")\n",
    "# axes[1][0].set_title(f\"Shape: {o5.shape}\")\n",
    "# axes[1][1].set_title(f\"Shape: {o6.shape}\")\n",
    "# axes[1][2].set_title(f\"Shape: {o7.shape}\")\n",
    "# axes[1][3].set_title(f\"Shape: {o8.shape}\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "This looks exactly like it's supposed to - the further down we do in the network, the less significant the masking gets."
   ]
  }
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